2 papers
cs.LG2026
PIKFNO: An Interpretable Neural Operator Based on Physics Informed Kernel Function
Yuan Guo, Hanshu Chen, Zhuojia Fu
This work proposes a new interpretable neural operator framework, termed the Physics Informed Kernel Function Neural Operator (PIKFNO), which explicitly incorporates physics inform…
cs.LG2025
Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks
Yuan Guo, Zhuojia Fu, Jian Min +4
This paper proposes a Curriculum-Transfer-Learning based physics-informed neural network (CTL-PINN) for long-term simulation of physical and mechanical behaviors. The main innovati…